Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:00:54.068070Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2506.09107.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:00:54.068070Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
57 of 57 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8a06686a-9bfb-42f9-8eb0-2a8bb95e3a65 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 53488415-c2dd-4616-956b-868b557ce2fc · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Digitized trust in human-in-the-loop health research
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 23825948-09a3-457e-9679-ce0db1e89de2 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Uncovering bias in personal informatics
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2b233644-5c54-4965-8f47-ffae106f01a5 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Trust in ai-assisted decision making: Perspectives from those behind the system and those for whom the decision is made
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ec6fa1a9-67dd-4980-9726-bd223b05eb9b · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fairness and Bias in Multimodal AI: A Survey
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 514811ab-09a2-415e-9a61-0ace729e95ea · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Caton and C
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 551b53be-d626-4f5d-96c6-3f53427e0b07 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fairness and bias in artificial intelligence: A brief survey of sources, impacts, and mitigation strategies
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d03b7c7f-b17f-4035-9b72-5aec75831545 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Bias mitigation for machine learning classifiers: A comprehensive survey
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 77a0dc8f-40a3-4fb0-9693-8cfa104f6314 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines A survey on bias and fairness in machine learning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79be0427-2402-48c8-806a-feef6863cbca · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fair enough: Searching for sufficient measures of fairness
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d9d06026-434f-4a1f-807e-1bef39f4588d · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines The possibility of fairness: Revisiting the impossibility theorem in practice
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d83302fc-7bc3-4151-944a-1276ed401f84 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fair Enough? A map of the current limitations of the requirements to have fair algorithms
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5662b5ca-2770-4793-a51c-991335b03e25 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines The (im) possibility of fairness: Different value systems require different mechanisms for fair decision making.Communications of the ACM, 64(4):136–143, 2021
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7fe52ad9-8d1f-4cd0-9aea-4c7cd9e39807 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Humans’ bias blind spot and its societal significance
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b1f513d2-cb80-4c43-ae03-8eab776ee931 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Cognitive biases that are warping your perception of reality, 2021
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8f72cba1-3769-4681-9c75-230ba1280e23 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Judgment under uncertainty: Heuristics and biases
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 427e2438-3e31-4200-bf71-66f5691f7a40 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Responsible artificial intelligence—from principles to practice: A keynote at thewebconf 2022
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d070b114-785b-4028-912c-60012928a528 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Overcoming the pitfalls and perils of algorithms: A classification of machine learning biases and mitigation methods
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a9506bc4-e0da-437a-937e-38d0284612a7 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Towards a standard for identifying and managing bias in artificial intelligence, volume 3
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d50c68b9-6cc9-4b39-9378-85dd35bf2197 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines A Collaborative, Human-Centred Taxonomy of AI, Algorithmic, and Automation Harms
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8ed0938-550e-426a-876a-0fb813528e2e · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Erc science journalism initiative, 2024
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d33480f7-2a90-44f0-ba59-19e9e16d85c7 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Retrieval-Augmented Generation for Large Language Models: A Survey
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c55e05c6-931e-4c90-8f36-b14de0e1e057 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Generative ai service implementation using llm application architecture: based on rag model and langchain framework
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ac83a855-9a39-4049-87b6-360829feeda5 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines A fine-tuning enhanced rag system with quantized influence measure as ai judge
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 13662961-19f7-4b1b-b186-42dc1e79fd5a · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fairerml: An extensible platform for analysing, visualising, and mitigating biases in machine learning [application notes]
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 44205cc2-c948-4e88-8e02-50d8bf4d0a64 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Knowledge graphs: Opportunities and challenges
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 888e47eb-635a-4ae2-b9d5-263c5a170686 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4764db83-c5cb-404a-bd12-44f6d68da0e8 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Comprehensible artificial intelligence on knowledge graphs: A survey
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 425701bb-fd32-4569-ab32-d04c6d20fe06 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Practices for governing agentic ai systems
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1b14b7ce-9da1-4a1b-9451-565dcfcb7d62 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Recursive introspection: Teaching language model agents how to self-improve, 2024
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e3dba6f8-b3dd-47a1-8bda-2387013b4695 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Harms from increasingly agentic algorithmic systems
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0bbe4da3-6fd5-4a38-8287-f0bb942f689a · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fundamental limitations of generative llms
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 108d3e9c-9725-419f-a69c-a54c5c5121a7 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Artificial intelligence, trust, and perceptions of agency
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c3400c7d-9920-49dd-9355-f2c9f248d391 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fft: Towards harmlessness evaluation and analysis for llms with factuality, fairness, toxicity, 2024
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4bbbcc11-12f8-42a1-8f7e-e1bd4ca8eee4 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Gender fairness in llms using prompt engineering and in-context learning
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ad418305-4730-4bfd-972b-edde6200e820 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines From ’showgirls’ to ’performers’: Fine-tuning with gender-inclusive language for bias reduction in llms, 2024
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9771862c-02db-46e3-82a3-b2189a98eba0 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Air: Adaptive incremental embedding updating for dynamic knowledge graphs
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7142a2ca-00ca-49cd-a2a4-6dbac9b85bb5 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Knowledge graph embedding: A survey from the perspective of representation spaces
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a167e5a1-5e47-433f-a9e9-d74aaff80a69 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Making large language models perform better in knowledge graph completion
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 250b46ab-60f3-4bf7-8e4d-6bea44bba096 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Glam: Fine- tuning large language models for domain knowledge graph alignment via neighborhood partitioning and generative subgraph encoding
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a06be765-b0a1-4434-b4e3-f609b1e67cd2 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines A comprehensive survey on automatic knowledge graph construction
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d4800475-acda-4013-b7f0-de07cfdf4025 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fairrag: Fair human generation via fair retrieval augmentation
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4fef51c7-e1d4-45d2-aa00-7f66ab942a95 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines The eu artificial intelligence act “up-to-date developments and analyses of the eu ai act, 2024
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 867146af-1555-48ab-93e5-d35be8545bc2 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Reflexion: Language agents with verbal reinforcement learning
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25b04b3a-1c54-4207-a0a6-8d24e68d8665 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fairness in Agentic AI: A Unified Framework for Ethical and Equitable Multi-Agent System
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca66c820-8b79-4f45-9611-753eac2d4091 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Unresolved cited work
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8b8fb26-f332-49aa-8a2c-cfb4a0101e80 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Igniting language intelligence: The hitchhiker’s guide from chain-of-thought reasoning to language agents
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fa4919cb-4133-466b-8fa6-ad50041b38f7 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9db8c15-0d5b-4a4b-b07a-053710f948b4 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Learning to communicate using a communication critic and counterfactual reasoning
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ba0526b9-61a1-4015-bf7c-519a6aafea28 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 53620acb-f7a8-437b-b772-546843ce8162 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Akbar, A
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d35cb7c3-9a83-411c-a8d3-30d13e2f3ab9 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Human-in- the-loop machine learning: Reconceptualizing the role of the user in interactive approaches
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 593a0e15-5329-458a-8067-a7944e90e5b6 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Symphony: Composing interactive interfaces for machine learning
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9a18eab6-da85-4538-ae08-875697479508 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Human-in-the-loop machine learning: a state of the art.Artificial Intelligence Review, 56(4):3005– 3054, 2023
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f5da340-682f-4c71-8d6c-04228e2ddf87 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Superintelligent Agents Pose Catastrophic Risks: Can Scientist AI Offer a Safer Path?
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab4d30a6-a521-4006-8d31-acbbd0dc509b · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Intelligent agents in ai really can work alone
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1c4b4320-abef-4b0a-ba66-43d9762b8b91 · outbound
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines The state of algorithmic fairness in mobile human-computer interaction
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.